{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting ResNet Model With Score CAM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook loads the pretrained ResNet model given by [PaddleClas](https://github.com/PaddlePaddle/PaddleClas/tree/release/2.0) and performs image classification on selected images. \n",
    "\n",
    "Interpretations of the predictions are generated and visualized using Score CAM algorithm, specifically the `ScoreCAMInterpreter` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import paddle\n",
    "import interpretdl as it\n",
    "from interpretdl.data_processor.readers import read_image\n",
    "from assets.resnet import ResNet50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have't done so, please first download the pretrained ResNet50 model by runnig the cell below or directly from [this link](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams). \n",
    "More pretrained models can be found in [PaddleClas Model Zoo](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084#Model_zoo_overview)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downloads and the model to assets/\n",
    "!wget https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams -P assets/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize `paddle_model` and load weights. `ResNet50` is borrowed from PaddleClas [architectures](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084/ppcls/modeling/architectures)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = \"assets/ResNet50_pretrained.pdparams\"\n",
    "paddle_model = ResNet50()\n",
    "\n",
    "state_dict = paddle.load(MODEL_PATH)\n",
    "paddle_model.set_dict(state_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the `ScoreCAMInterpreter`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scorecam = it.ScoreCAMInterpreter(paddle_model, use_cuda=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before interpreting the image, we first take a look at the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F5EE4053ED0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_path = 'assets/catdog.png'\n",
    "x = Image.fromarray(read_image(img_path)[0])\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let Score CAM method help us `interpret` the image with respect to the predicted label, which is bull mastiff. We choose the last layer as the target layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 2048/2048 [00:49<00:00, 40.96it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F5EC41D18D0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = scorecam.interpret(\n",
    "        img_path,\n",
    "        'res5c.conv2',\n",
    "        labels=None,\n",
    "        visual=True,\n",
    "        save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what happens if our target label is 282 (tiger cat.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 2048/2048 [00:48<00:00, 42.62it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F5EC41803D0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = scorecam.interpret(\n",
    "        img_path,\n",
    "        'res5c.conv2',\n",
    "        labels=[282],\n",
    "        visual=True,\n",
    "        save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that `ScoreCAMInterpreter` also supports multiple images as inputs. They can be either processed images or a list of image filepaths. Feel free to play around with it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "firstEnv",
   "language": "python",
   "name": "firstenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
